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"Creating a Graph on Vector Knowledge Base Using CozoDB" matching MCP servers:

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    Enables read-only access to InvoiceNinja data, including invoices, expenses, clients, and tax reports, for AI assistants like Claude.
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    MCP server for SolarWinds Service Desk (SWSD/Samanage) enabling reading and modifying tickets, comments, knowledge-base articles, and more via each user's own API token.
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    MIT
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    A production-grade MCP server for Zendesk that provides ticket management, search, user/group operations, and knowledge base access with support for local stdio and remote HTTP transports, authentication via API keys or OAuth, and multi-tenancy.
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    Apache 2.0
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    Exposes Bitrix24 REST API to AI assistants, enabling management of tasks, CRM entities, call recordings (with local transcription), users, workgroups, and Knowledge Base articles.
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    MIT
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    Enables AI agents to interact with Freshdesk, supporting ticket management, customer and company operations, agent lookup, and knowledge base search through natural language.
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    MIT
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    MCP server that enables AI agents to discover and qualify B2B leads from Leadbay's knowledge base, with tools for lead research, enrichment, and outreach logging.
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    MIT
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    Real-time email verification API with syntax, MX, disposable detection, role-based flags, quality score 0-100. Built for agent outreach pipelines with pay-per-call via x402 (USDC on Base L2) -- no API key, no signup, no rate-limit wall.
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    MIT
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    Enables management of customer support tickets, contacts, agents, and knowledge base articles through the Groove HQ GraphQL API.
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    MIT
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    MCP server for Concierge, enabling AI agents to manage Discord customer support operations including tickets, AI, knowledge base, analytics, and more via natural language.
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    MIT
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    Enables AI agents to persist and retrieve memories via a personal knowledge graph, with tools for emotional intelligence, CRM, life management, social features, self-training, and autonomous insights.
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    MIT
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    Provides MCP tools for lead qualification, enabling evidence gathering from CRM, scoring, and knowledge base with role-based access and deterministic decision gating.
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    AGPL 3.0
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    Parses, validates, and normalizes postal addresses for US, UK, FR, DE with component extraction and postal code verification. Pay-per-call via x402 micropayments (USDC on Base L2).
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    MIT
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    Lets Claude read, create, update, and search records in an Airtable base using your own API key.
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    7,179
    MIT
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    A local, privacy-first knowledge graph for Salesforce orgs. It live-syncs your org to a SQLite + vector index on your machine and exposes 26 MCP tools to Cursor, Claude Code/Desktop, and VS Code, so the AI you already use can reason about Apex, LWC, Flow, Vlocity, OmniStudio, security, and integrations without your code or schema ever leaving your laptop.
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